Technical delivery notes with the constraints, decisions, evidence, limits, and takeaways left intact.
Method
Each case study connects to a working principle, and each principle links related posts and examples. Open the method
4 studies, featured first
6 min read
Featured · AI Infrastructure
How I evolved a small AMD GPU cluster into a CRD-driven inference platform with an OpenAI-compatible boundary, evidence-based model promotion, and safe rollouts.
From the study, as written Sep 12, 2026
Status: In progress
Live system for Operating a Kubernetes LLM Platform on Consumer GPUs6 min read
Featured · Healthcare
How fi-fhir separates feed-specific variance from parsing, semantic events, durable delivery, and workflow policy—and where the pre-1.0 platform still has work to do.
From the study, as written Sep 20, 2026
Status: In progress
Live system for fi-fhir: Profile-Driven Healthcare Integration5 min read
Healthcare
A de-identified field pattern for containing patient-match risk when filter and mode parameters interact in undocumented ways.
From the study, as written Sep 12, 2026
Status: Completed
6 min read
DevOps
How FlexDeck combines Kubernetes, Flux, CI, observability, and model state without hiding freshness, access boundaries, or the limits of a homelab control surface.
From the study, as written Sep 12, 2026
Status: In progress
Live system for Building an Operator-Focused Kubernetes DashboardIf your team is facing a similar integration or platform reliability problem, I'd be glad to compare evidence and tradeoffs.